JOURNAL ARTICLE

X 2 R 2

Tom Rolandus HagedoornRohit KumarFrancesco Bonchi

Year: 2020 Journal:   Proceedings of the VLDB Endowment Vol: 13 (12)Pages: 2929-2932   Publisher: Association for Computing Machinery

Abstract

Reidentification-risk analysis and anonymity have received a great deal of attention in the last two decades. While the research community has been developing several privacy notions and the algorithms to achieve them, these tools have faced difficulties in being transferred to the wider audience of practitioners, for they require a considerable amount of data privacy technical knowledge. We demonstrate X 2 R 2 (Explainable Explorative Reidentification Risk), a data anonymization tool for the laymen. X 2 R 2 guides the user through a transparent explorative process, during which the existing reidentification risks are explained and quantified, possible data transformation options are recommended, and the consequences of these operations, in terms of privacy risk and data utility, are clearly shown.

Keywords:
Anonymity Process (computing) Computer science Internet privacy Data science Computer security

Metrics

1
Cited By
0.15
FWCI (Field Weighted Citation Impact)
9
Refs
0.55
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Privacy-Preserving Technologies in Data
Physical Sciences →  Computer Science →  Artificial Intelligence
Privacy, Security, and Data Protection
Social Sciences →  Social Sciences →  Sociology and Political Science
Cryptography and Data Security
Physical Sciences →  Computer Science →  Artificial Intelligence

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